Discover Awesome MCP Servers

pf2e-mcp

MCP server for Pathfinder 2e Remastered character building and rules lookup, using a local SQLite database of official rules data to enable fast, token-efficient AI-assisted character creation.

unity-mcp

The first Model Context Protocol server for Unity projects. It gives AI assistants real understanding of Unity scenes, prefabs, and C# scripts through a queryable knowledge graph.

lsp-mcp-standalone

Exposes LSP features (definition, hover, references, etc.) over MCP, spawning an isolated language server process per project.

grok-search

Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external information.

aspen-mcp

Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.

RAG Regression Gate

MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not just score drops, using statistical methods to avoid false alarms.

ifly-spark-agent-mcp

이것은 MCP 서버를 사용하여 iFlytek SparkAgent 플랫폼의 작업 체인을 호출하는 간단한 예시입니다.

MCP Servers (OnePiece & Geolocalizar)

A collection of two MCP servers that enable querying One Piece anime characters and geolocating public IP addresses.

DramaCraft

Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft import.

kje-mcp

MCP server that enables Claude.ai to interact with Jim Brain's persistent memory, project state, and vault, and to dispatch headless Claude Code build sessions on a VPS.

Aries

An MCP server that equips AI assistants with curated knowledge and live chain data for the Alkanes metaprotocol and Subfrost network, enabling them to read docs, query the chain, and scaffold contracts.

mcp-lab-workshop

MCP server that controls an interactive dashboard demo, providing tools to toggle features, update stats, set messages, and simulate traffic via Cloudflare Workers.

MCPサーバの作り方 & 使い方

MCP 서버/클라이언트는 무엇인가요?

multiagent-mcp

Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private messaging, and live Markdown transcript tracking.

Stata MCP Server

An MCP server for managing, editing, and running Stata .do files, integrating with Claude Desktop to enable natural language control of Stata analysis on macOS.

Zoho CRM MCP Server

A Model Context Protocol server for integrating Zoho CRM with GenAI applications, enabling AI assistants to interact with CRM data through a standardized interface.

Discogs MCP Server

Discogs용 MCP 서버

Israel Weather MCP Server

Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website.

Phalcon MCP Server

BlockSec과 통합되는 MCP 서버

SoundCloud MCP

Enables uploading and managing SoundCloud tracks via the official API, with support for metadata, artwork, and automated token refresh.

langfuse-mcp

MCP server for Langfuse observability. Query traces, debug exceptions, analyze sessions, and manage prompts and datasets for your LLM applications.

WCAG MCP Server

Provides comprehensive access to WCAG 2.2 accessibility guidelines, including all 87 success criteria with full Understanding documentation, 400+ techniques, glossary terms, and ACT test rules from official W3C data.

mcp-camptocamp

Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid hallucinations.

LakeXpress MCP Server

A Model Context Protocol (MCP) server for LakeXpress — a database to Parquet export tool with sync management and data lake publishing.

BachStudio Teradata MCP Server

MCP server for Teradata databases, providing tools and prompts for querying, analyzing, and managing data through AI agents.

SuperBox Executor

Remote MCP server executor on Cloudflare Workers that runs Python-based tools from GitHub repos via a lightweight TypeScript interpreter, supporting requests and common builtins.

Kontxt MCP Server

AI 클라이언트를 로컬 코드 저장소에 연결하고, Gemini 2.0 Flash를 사용하여 코드베이스를 분석하고 사용자 쿼리에 기반한 맞춤형 컨텍스트를 생성하는 모델 컨텍스트 프로토콜 서버.

LaunchOps

An MCP server that lets AI coding agents autonomously purchase and provision real infrastructure (databases, deployments, domains) with secure, single-use virtual card payments and owner approval gates.

Meta MCP Proxy

A flexible proxy that enables discovery and execution of tools across multiple Model Context Protocol (MCP) servers and JavaScript functions, reducing context size even when dealing with hundreds of tools.